R package citation, R package reverse dependencies, R package scholars, install an r package from GitHub hy is package acceptance pending why is package undeliverable amazon why is package on hold dhl tour packages why in r package r and r package full form why is r free why r is bad which r package to install which r package has which r package which r package version which r package readxl which r package ggplot which r package fread which r package license where is package.json where is package-lock.json where is package.swift where is package explorer in eclipse where is package where is package manager unity where is package installer android where is package manager console in visual studio who r package which r package to install which r package version who is package who is package deal who is package design r and r package full form r and r package meaning what r package has what package r what is package in java what is package what is package-lock.json what is package in python what is package.json what is package installer do r package can't install r packages r can't find package r can't load package can't load xlsx package r can't install psych package r can't install sf package r Write if else in NONMEM pk pd
RobMixReg
View on CRAN: Click
here
Download and install RobMixReg package within the R console
Install from CRAN:
install.packages("RobMixReg")
Install from Github:
library("remotes")
install_github("cran/RobMixReg")
Install by package version:
library("remotes")
install_version("RobMixReg", "1.1.0")
Attach the package and use:
library("RobMixReg")
Maintained by
Wennan Chang
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-03-25
Latest Update: 2020-08-05
Description:
Finite mixture models are a popular technique for modelling unobserved heterogeneity or to approximate general distribution functions in a semi-parametric way. They are used in a lot of different areas such as astronomy, biology, economics, marketing or medicine.
This package is the implementation of popular robust mixture regression methods based on different algorithms including: fleximix, finite mixture models and latent class regression; CTLERob, component-wise adaptive trimming likelihood estimation; mixbi, bi-square estimation; mixL, Laplacian distribution; mixt, t-distribution; TLE, trimmed likelihood estimation.
The implemented algorithms includes: CTLERob stands for Component-wise adaptive Trimming Likelihood Estimation based mixture regression; mixbi stands for mixture regression based on bi-square estimation; mixLstands for mixture regression based on Laplacian distribution; TLE stands for Trimmed Likelihood Estimation based mixture regression. For more detail of the algorithms, please refer to below references.
Reference: Chun Yu, Weixin Yao, Kun Chen (2017) .
NeyKov N, Filzmoser P, Dimova R et al. (2007) .
Bai X, Yao W. Boyer JE (2012) .
Wennan Chang, Xinyu Zhou, Yong Zang, Chi Zhang, Sha Cao (2020) .
How to cite:
Wennan Chang (2020). RobMixReg: Robust Mixture Regression. R package version 1.1.0, https://cran.r-project.org/web/packages/RobMixReg. Accessed 31 Jan. 2025.
Previous versions and publish date:
Other packages that cited RobMixReg R package
View RobMixReg citation profile
Other R packages that RobMixReg depends,
imports, suggests or enhances
Complete documentation for RobMixReg
Functions, R codes and Examples using
the RobMixReg R package
Some associated functions: CCLE_data . CSMR . CSMR_one . CSMR_predict . CSMR_train . CTLERob-methods . Compute_Rbase_SVD . DeOut . MLM . MLM_bic . MLM_cv . Rec_Lm . RobMixReg-class . TLE-methods . biscalew . bisquare . blockMap . colon_data . compPlot . denLp . flexmix_2 . gaussData . lars.lsa . logLik_mixtureReg . lsa . mixLp-methods . mixLp_one . mixlinrb_bi-methods . mixlinrb_bione . mixtureReg . orderedLines . plot_CTLE-methods . plot_mixtureReg . plot_mixtureRegList . rmr . simuData . simu_data_sparse . simu_func . simu_low .
Some associated R codes: CTLE.short.rob.R . RBSL.R . TLE.short.R . bi_square.short.R . compute_SVD.R . data.R . global_variable.R . lsa_function.R . mixL.short.R . mixtureReg.R . outer.R . outer2.R . plot_RobMixReg.R . plot_wrapper.R . simulation.R . vali_mode.R . Full RobMixReg package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by
helping add
Reviews / comments / questions /suggestions ↴↴↴
Today's Hot Picks in Authors and Packages
nextGenShinyApps
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Obinna Obianom (view profile)
GEEmediate
Causal mediation analysis for a single exposure/treatment and a
single mediator, both allowed to be ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Daniel Nevo (view profile)
nlpred
Methods for obtaining improved estimates of non-linear cross-validated risks are obtained using targ ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: David Benkeser (view profile)
pim
Fit a probabilistic index model as described in
Thas et al, 2012: ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Joris Meys (view profile)